• 제목/요약/키워드: Energy Corporation

검색결과 1,617건 처리시간 0.025초

머신러닝 기법을 활용한 에너지 데이터 분석에 관한 연구 (A Research on the Energy Data Analysis using Machine Learning)

  • 김동주;권성철;문종희;심기도;배문성
    • KEPCO Journal on Electric Power and Energy
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    • 제7권2호
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    • pp.301-307
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    • 2021
  • After the spread of the data collection devices such as smart meters, energy data is increasingly collected in a variety of ways, and its importance continues to grow. However, due to technical or practical limitations, errors such as missing or outliers in the data occur during data collection process. Especially in the case of customer-related data, billing problems may occur, so energy companies are conducting various research to process such data. In addition, efforts are being made to create added value from data, which makes it difficult to provide such services unless reliability of data is guaranteed. In order to solve these challenges, this research analyzes prior research related to bad data processing specifically in the energy field, and propose new missing value processing methods to improve the reliability and field utilization of energy data.

A Study on Using Large-Scale Energy Storage Systems in Automatic Generation Control Operations of the Energy Management Systems

  • Im, Jihoon;Lim, Gunpyo;Park, Chanwook;Choi, Yohan;Kim, Seunghan;Chang, Byunghoon
    • KEPCO Journal on Electric Power and Energy
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    • 제2권1호
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    • pp.121-125
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    • 2016
  • KEPCO has completed the installation and demonstration of a 52 MW battery energy storage system (BESS) for frequency regulation. Especially, 24 MW BESS is for Automatic Generation Control (AGC) in Shin-Yongin substation. Recently, KEPCO Research Institute has operated it connected to EMS of KPX. This paper discussed the operation strategy of EMS through a study on using 24 MW BESS in AGC operation and propose the improvement of AGC target. It is expected that this paper helps a safe and reliable operation and control of ESS for AGC through its continuous update.

크리깅 기법 기반 재생에너지 환경변수 예측 모형 개발 (Development of Prediction Model for Renewable Energy Environmental Variables Based on Kriging Techniques)

  • 최영도;백자현;전동훈;박상호;최순호;김여진;허진
    • KEPCO Journal on Electric Power and Energy
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    • 제5권3호
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    • pp.223-228
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    • 2019
  • In order to integrate large amounts of variable generation resources such as wind and solar reliably into power grids, accurate renewable energy forecasting is necessary. Since renewable energy generation output is heavily influenced by environmental variables, accurate forecasting of power generation requires meteorological data at the point where the plant is located. Therefore, a spatial approach is required to predict the meteorological variables at the interesting points. In this paper, we propose the meteorological variable prediction model for enhancing renewable generation output forecasting model. The proposed model is implemented by three geostatistical techniques: Ordinary kriging, Universal kriging and Co-kriging.

스마트시티 에너지 감시를 위한 CIM(Common Information Model) 프로파일 설계 (Design of CIM(Common Information Model) Profile for Smart City Energy Monitoring)

  • 김영일;채창훈;김예리;이지훈
    • KEPCO Journal on Electric Power and Energy
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    • 제8권2호
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    • pp.127-135
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    • 2022
  • With the advent of high technologies such as the 4th Industrial Revolution and artificial intelligence and big data, efforts are being made to solve urban problems and improve the quality of life by applying new technologies in the smart city field. In addition, as carbon neutrality has emerged as an important issue due to global warming, smart city energy platform technologies such as urban energy management, efficiency improvement, and carbon reduction are in the spotlight. In order to effectively manage urban energy, energy resource information such as electricity, water, gas, hot water, heating, etc. must be collected from the management system of various energy utilities and managed on the central platform. The centrally integrated data is delivered to external city management systems that require city energy information through an energy platform. This study developed a CIM profile for smart city energy monitoring required to provide energy data to external systems. Electric data model were designed using the CIM class of IEC 61970, and water, gas, and heat data model were designed in compliance with the UML-based design ideas of IEC 61970.

국내 수소사고사례 분석 (Analysis of Hydrogen Accident in Korea)

  • 조영도;탁송수;최경석;이종락;박교식
    • 한국수소및신에너지학회논문집
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    • 제15권1호
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    • pp.82-87
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    • 2004
  • Hydrogen is considered to be the most important future energy carrier in many applications reducing greenhouse gas emissions significantly. To be applicable as energy carrier the safety issues associated with hydrogen applications needs to be investigated and fully understood. In order to analyze the risks associated with hydrogen applications, accidents associated with hydrogen in Korea from 1963 to 2002 have been analysed in this work. From analysis of accidents, we propose the necessity of research on hydrogen releases, dispersion in air, and explosion due to high hazardous of hydrogen.

신재생에너지 예측을 위한 송전선로의 계량 데이터 계산 방법 (Calculation Method of Dedicated Transmission Line's Meteological Data to Forecast Renewable Energy)

  • 백자현;김현진;최순호;박상호
    • KEPCO Journal on Electric Power and Energy
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    • 제8권2호
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    • pp.55-59
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    • 2022
  • This paper introduce Renewable Energy forecasting technology, which is a part of renewable management system. Then, calculation method of dedicated transmission line's meteorological data to forecast renewable energy is suggested. As the case of dedicated transmission line, there is only power output data combined the number of renewable plants' output that acquired from circuit breakers. So it is need to calculate meteorological data for dedicated transmission line that matched combined power output data. this paper suggests two calculation method. First method is select the plant has the largest capacity, and use it's meteorological data as line meteorological data. Second method is average with weight that given according to plants' capacity. In case study, suggested methods are applied to real data. Then use calculated data to Renewable forecasting and analyze the forecasting results.

Energy Storage용 태양광 발전시스템 운전 (Photovoltaic Generation System Operation for Energy Storage)

  • 장수진;강호현;정상민;류강열;고병현;김왕문;서인영
    • 전력전자학회:학술대회논문집
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    • 전력전자학회 2010년도 추계학술대회
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    • pp.278-279
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    • 2010
  • 본 논문은 태양광 인버터에 배터리 저장 장치가 포함된 ES(Energy Storage)용 태양광 발전시스템에 관한 내용이다. 배터리에 에너지를 충/방전시키기 위한 절연형 양방향 컨버터를 제안 하였으며, 태양광 발전시스템과 에너지 저장 시스템과의 운전 알고리즘에 대해 제안하고자 한다.

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